Higher education IT networks are facing new stress from AI workloads that change traffic patterns and bandwidth needs quickly. A report on network infrastructure in the age of AI describes how institutions require reliable, uninterrupted wireless access while network utilization can be “idling for quite some time” before spikes driven by AI learning, inference, or unanticipated use cases. The piece highlights the operational challenge for campus administrators: maintaining agility across wired infrastructure that underpins wireless experiences for students and staff. As generative AI becomes embedded in coursework, admissions systems, and campus services, network planning is moving from static capacity management toward responsive operational monitoring. For university CIOs and IT leadership, the development matters because AI demand concentrates risk: if the network cannot absorb sudden changes, the academic and operational impact shows up immediately in classroom engagement, support workflows, and student service reliability.